Automated Symbolic Upscaling: Model Generation for Extended
Applicability Regimes, Part 2
- Kyle Pietrzyk,
- Ilenia Battiato
Abstract
In this second part of the two paper series, we detail an algorithmic
procedure for systematically implementing the generalized closure form
strategy presented in Part 1. After encoding the algorithm into
Symbolica, an automated upscaling framework, we upscale two reactive
mass transport problems and numerically validate the resulting nonlinear
homogenized models. In both problems, nontrivial closure forms and
closure problems are automatically formulated using the encoded strategy
with no human interaction, nor prior knowledge regarding the closure
required for the systems. We hope these demonstrations spark further
interest in automated analytical frameworks for multi-scale modeling, as
such capabilities are invaluable for generating rigorous multiscale
models of complex phenomena in geological porous media.